This repository implements a Model Context Protocol server integrated with Crawl4AI and Supabase to give AI agents advanced web crawling and retrieval-augmented generation capabilities. It enables AI assistants to scrape web content and use it for knowledge retrieval by storing embeddings in a vector database. The server includes multiple advanced RAG strategies including contextual embeddings, hybrid search, agentic RAG, reranking with cross-encoder models, and knowledge graph generation.